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One address. Plain questions. Cited answers.

Point your agent at Ibis once and ask it anything about AI, data and tech. It finds the right source, reads it, and links what it used.

How it works

  1. You ask

    In plain words, in any chat.

  2. Your agent

    Claude, ChatGPT, Cursor or your own.

  3. Ibis

    One address picks the source.

  4. 50+ sources

    Each kept current by its own agent.

  5. A cited answer

    With a link to every source.

Three steps

  1. 1

    Give it the address

    context.fru.dev/llms.txt
    Or the full prompt for its instructions
  2. 2

    Ask in plain words

    Which AI bills in Texas are close to becoming law?

  3. 3

    Get an answer with sources

Prompts that work today

Copy one into your agent. It copies with the address, so it works on its own.

  • Watch a vendor

    What did Snowflake ship, and did it have any outages, in the last 30 days?

  • Laws in motion

    Which AI bills in Minnesota and Texas are closest to becoming law?

  • Free credits

    Which programs give my open source project credits, and which are open now?

  • Who raised

    Who raised money in AI infrastructure this week, and who led the round?

  • Pick a model

    Which models lead the benchmarks, and what does each cost per million tokens?

  • Before you sign

    Can OpenAI train on what we send its API, and does it hold SOC 2? Quote the terms.

  • Is it down

    Is AWS or Cloudflare having an outage right now, and how did they do against their uptime promise?

  • Where it runs

    Which cloud regions in the EU can run Claude today?

  • Security check

    Any new breaches or critical CVEs in our data stack this week?

  • Talks to submit

    Which data and AI conferences close their calls for speakers in the next three weeks?

  • Pay check

    What do Databricks and Snowflake post as pay for a senior data engineer?

  • Earnings week

    Which public data and AI companies report earnings in the next two weeks?

Where to paste it

  • Chat apps

    Claude, ChatGPT, Gemini

    Paste the prompt into a project's instructions.

  • Coding agents

    Claude Code, Cursor, Codex

    Add the prompt to AGENTS.md.

  • MCP clients

    Claude, Cursor, Prevail, your own agent

    Connect the read-only MCP server.

  • Terminal

    curl, scripts, notebooks

    Pull the JSON.